Your verdict
Your page is half shared.
About half of what your page says, Eppo (now Datadog Experiments) also says. You're less same than 5 of the 8 Digital analytics sites scored (category avg 52).
Each named site is scored the same way, against the other 4 in this set, so its tick means the same as your marker. The dashed line is the frozen benchmark average.
Less same than average
The average Digital analytics category leader scores 52; you scored 46.
You are 6 points less same than the average Digital analytics category leader.
Closest overlap: Eppo (now Datadog Experiments)
Of the 4 sites you named, Eppo (now Datadog Experiments) echoes the most of what your page says. Scored the same way against the rest of the set, Eppo (now Datadog Experiments) sits at 57.
Eppo (now Datadog Experiments) is the competitor you sound most like.
Room to own more
8% of your claim space is ownable: unique, relevant, and hard to copy. 2 of those claims sit in body copy, where few readers reach them.
8% is ownable, and 2 buried opportunities could help you stand out more.
Three changes worth testing first.
Chosen by rule from the comparison with Statsig, Eppo (now Datadog Experiments), Kameleoon and LaunchDarkly: the shared claim taking your most prominent space, then the claims only you make that sit too low on the page to be read. Each one links to its claim card.
- “Build smarter. Ship safely. Grow at the speed of AI.”
Statsig, Eppo (now Datadog Experiments), Kameleoon and LaunchDarkly all say it too. Buyers may still need it, but shared ground cannot carry your hero — move it lower and give that space to something only you can say.
Table stakesMost of the set says this too. - “Define metrics in SQL on your data warehouse”
Nobody in the set says this. It sits in body copy, where few readers reach it — worth testing higher up the page; only buyers can tell you whether it lands.
SurfaceYours alone. Test it higher up. - “Open source and transparent”
A claim that is yours alone, filed in body copy. Try it where it will be read before the shared claims are, and let buyers tell you if it moves them.
SurfaceYours alone. Test it higher up.
Try these changes, then test them with real buyers.
This measures overlap. Whether buyers notice is a different question, and only they can answer it.
What you can own
Claims only you make, that buyers weigh, and that competitors can’t easily copy.
8% of your page’s claim space is yours to keep.
Why this is not 100 minus the Sameness Index
The index is a weighted composite across six categories, including page structure and visuals. This bar is measured on your claims alone, weighted by where each one sits on the page. Different denominators, so the two never add to 100 and are not meant to.
Already leading with · 1
- Available as cloud or self-hosted/on-prem
“GrowthBook Cloud: Instant updates, low maintenance, and warehouse-native”
Buried in body copy · 2
- Define metrics in SQL on your warehouse
“Define metrics in SQL on your data warehouse”
- Open source and transparent codebase
“Open source and transparent”
Where you blend in
Territory you spend prominent space on that the set also occupies. Not every line is one to delete — the question is whether it has earned the space, or whether something only you can say should be there instead.
- Commodity · 100%Table stakesHerosafe rollouts with guardrails and rollbacks
- “Build smarter. Ship safely. Grow at the speed of AI.”
- “auto-rollbacks and ramp schedules with guardrails”
You say this 2 different ways.
Statsig, Eppo (now Datadog Experiments), Kameleoon and LaunchDarkly all cover this territory. Buyers may need to hear it, but in your hero it spends the first impression on shared ground.
They say- Statsig“protect trust and optimize at the speed of AI”
- Eppo (now Datadog Experiments)“Make every deployment into an automated safe rollout”
- Kameleoon“Use flags to manage releases, target users progressively, and control rollout based on real-time performance data”
- LaunchDarkly“Own what ships—down to the last detail.”
- Commodity · 100%Table stakesSectioncustomer results and testimonials as proof
- “+30% account creation”
Common ground with Statsig, Eppo (now Datadog Experiments), Kameleoon and LaunchDarkly. Say it if buyers need it — lower on the page, where it is not the thing they read first.
They say- Statsig“Brex's data teams achieved a +50% time efficiency gain by consolidating their product data, experimentation, and analytics in one platform”
- Eppo (now Datadog Experiments)“After switching to Eppo, our Product Managers are spending 50% less time making dashboards and debugging issues”
- Kameleoon“With Prompt-based Experimentation we went from running a few experiments per quarter to launching ideas in real time (customer quote)”
- LaunchDarkly“Savage X Fenty keeps shoppers engaged with rapid, reliable experiments.”
- Commodity · 100%Table stakesSectionone platform combining flags, experiments and analytics
- “One platform for your team and your agents”
Statsig, Eppo (now Datadog Experiments), Kameleoon and LaunchDarkly make the same claim. It cannot set you apart, so it should not carry the section.
They say- Statsig“Statsig gives your team 5+ products in a single platform”
- Eppo (now Datadog Experiments)“Use one platform for everything from simple feature gates to AI personalization”
- Kameleoon“Build, test, and roll out—all in one place”
- LaunchDarkly“Experiment continuously.”
- Commodity · 100%Table stakesSectionturns product data into actionable insights
- “Turn data into insights for growth”
A buyer comparing tabs sees this on Statsig, Eppo (now Datadog Experiments), Kameleoon and LaunchDarkly. Yours earns nothing by repeating it up top; it can live lower down.
They say- Statsig“Turn action into insights and insights into action”
- Eppo (now Datadog Experiments)“Run experiments on your company's core business metrics, not on vanity metrics”
- Kameleoon“Learn what works and what to do next”
- LaunchDarkly“Know exactly what changed—and why it matters.”
- Commodity · 75%Table stakesSectionAI assists analysis and test creation
- “Ask our AI Analyst or explore your data with your agents”
Eppo (now Datadog Experiments), Kameleoon and LaunchDarkly got here first as far as a buyer can tell. Keep the fact for readers who need it; move the position to a claim only your page can make.
They say- Eppo (now Datadog Experiments)“Plan roadmaps that drive impact and measure their performance with Experiment Forecasts”
- Kameleoon“Ask AI to identify ideas worth testing”
- LaunchDarkly“Optimize AI performance and cost.”
- Commodity · 75%Table stakesSectionnamed customers and customer counts as proof
- “Dropbox uses GrowthBook to safely drive AI product development”
- “Trusted by 3,000+ companies worldwide”
You say this 2 different ways.
Shared with Statsig, Eppo (now Datadog Experiments) and Kameleoon, 75% of the set. True of you, true of them — which is exactly why it will not decide anything.
They say- Statsig“Loved by customers at every stage of growth”
- Eppo (now Datadog Experiments)“Companies like Twitch, DraftKings, and Perplexity use Eppo to power experimentation for every team”
- Kameleoon“Over +1,000 brands experimenting with Kameleoon”
- Commodity · 75%Table stakesSectionrigorous experimentation with advanced statistics
- “built for your teams and agents to run rigorous tests at scale and learn faster”
- “More experiments”
You say this 2 different ways.
Nothing wrong with the claim; Statsig, Eppo (now Datadog Experiments) and Kameleoon just make it as well. Treat it as the price of entry and spend the prominent space elsewhere.
They say- Statsig“Build a complete set of product metrics, iterate with flags and experiments, then analyze the results with a world-class stats engine and advanced product…”
- Eppo (now Datadog Experiments)“Automate experimentation analysis, deep dives, and diagnostics with trusted statistical methods”
- Kameleoon“Confidently scale your experimentation program”
- Contested · 50%SharpenSectioncosts less than alternatives
- “1/2 The cost of other solutions”
Statsig and Eppo (now Datadog Experiments) are on this territory too (50% of the set). It narrows the field without winning it — make it specific enough that it cannot be said of them.
They say- Statsig“shockingly affordable”
- Eppo (now Datadog Experiments)“Eppo's pipelines are optimized to keep your data warehouse bills down”
- Contested · 50%SharpenSectionscale proven by usage volume metrics
- “3 billion feature evaluations daily”
Shared with Statsig and Eppo (now Datadog Experiments). Sharpen it to the thing only you do here, or it reads as a claim any of you could make.
They say- Statsig“1+ Trillion events processed per day”
- Eppo (now Datadog Experiments)“Powering billions of daily assignments”
- Contested · 25%KeepHerowarehouse-native metrics defined in SQL
- “The warehouse-native platform used by modern product teams for experimentation, feature flags, and product analytics”
Eppo (now Datadog Experiments) say what they are and who they are for, as every page in a category must. Keep it — it is orientation, not differentiation.
They say- Eppo (now Datadog Experiments)“Ensure trust in data with zero-copy, warehouse-native architecture”
- Contested · 25%SharpenSectiondeveloper-friendly, flexible and open
- “Built by engineers for engineers to adapt to any workflow or tech stack”
Contested ground: LaunchDarkly claim it as well. The version that wins names a mechanism, a number or a scope that theirs cannot match.
They say- LaunchDarkly“Built for developers and their agents.”
Claim-by-claim evidence
Every claim on your page (24)
What the columns mean
- Claim
- The grouped claim, then your exact line beneath it.
- Type
- What kind of claim it is: category, segment, outcome, capability, quality or proof.
- Placement
- Where it sits on your page: hero, section or body copy. Hero claims weigh most in the index.
- Same claim
- Share of the competitors making this exact claim. Drives ownership and ownable share.
- Same territory
- Share of the competitors with any claim in the same buyer-facing territory. This is what the index is scored on.
- Sayability
- Whether a competitor could truthfully make the same claim: anyone could, copyable with effort, or hard to copy.
- Relevant
- Whether buyers decide on this. A unique claim nobody buys on is not ownable.
- Ownership
- Commodity: 60% or more of the set says it. Contested: 20–59%. Unique: under 20%, owned when it is also hard to copy.
Tap a column to sort by it; tap again to reverse. Sorted by Same claim, highest first.
Customer increased experiment velocity and business metrics “+30% account creation” | proof | Section | 75% | 100% | Anyone could say it | Yes | Commodity |
One platform combining flags, experiments and analytics “One platform for your team and your agents” | capability | Section | 75% | 100% | Copyable with effort | Yes | Commodity |
Ship AI-generated code safely and fast “Build smarter. Ship safely. Grow at the speed of AI.” | outcome | Hero | 50% | 100% | Anyone could say it | Yes | Contested |
Automatic guardrails, rollbacks and safe rollouts “auto-rollbacks and ramp schedules with guardrails” | capability | Section | 50% | 100% | Copyable with effort | Yes | Contested |
Costs less than competing solutions “1/2 The cost of other solutions” | outcome | Section | 50% | 50% | Anyone could say it | Yes | Contested |
Massive daily flag evaluation volume “3 billion feature evaluations daily” | proof | Section | 50% | 50% | Hard to copy | Yes | Contested |
Run rigorous experiments at scale with advanced statistics “built for your teams and agents to run rigorous tests at scale and learn faster” | capability | Section | 50% | 75% | Copyable with effort | Yes | Contested |
Scale to thousands of experiments per year “More experiments” | outcome | Section | 50% | 75% | Anyone could say it | Yes | Contested |
Trusted by thousands of companies “Trusted by 3,000+ companies worldwide” | proof | Section | 50% | 75% | Anyone could say it | No | Contested |
Governance of metric definitions and workflows org-wide “Set guardrails for consistency & scale” | capability | Body | 50% | 100% | Copyable with effort | Yes | Contested |
Lightweight SDKs, easy integration, low latency “Easy to integrate with ultra lightweight SDKs” | quality | Body | 50% | 75% | Copyable with effort | Yes | Contested |
Non-technical users self-serve analysis without data team “Enable self-serve data explorations” | capability | Body | 50% | 75% | Copyable with effort | Yes | Contested |
Warehouse-native architecture for experiment data “The warehouse-native platform used by modern product teams for experimentation, feature flags, and product analytics” | category | Hero | 25% | 25% | Copyable with effort | Yes | Contested |
AI assistant answers analysis questions “Ask our AI Analyst or explore your data with your agents” | capability | Section | 25% | 75% | Anyone could say it | No | Contested |
Built by engineers, developer-friendly and flexible “Built by engineers for engineers to adapt to any workflow or tech stack” | quality | Section | 25% | 25% | Anyone could say it | Yes | Contested |
Named enterprise customers use the product “Dropbox uses GrowthBook to safely drive AI product development” | proof | Section | 25% | 75% | Anyone could say it | No | Contested |
Turn product data into growth insights “Turn data into insights for growth” | outcome | Section | 25% | 100% | Anyone could say it | Yes | Contested |
Agent-accessible via MCP server and APIs “MCP Server and REST API for any AI agent” | capability | Body | 25% | 75% | Copyable with effort | Yes | Contested |
Faster results and bigger impactgrouping uncertain “used by modern product teams” | segment | Hero | 0% | 0% | Anyone could say it | No | Unique for now |
Available as cloud or self-hosted/on-prem “GrowthBook Cloud: Instant updates, low maintenance, and warehouse-native” | capability | Section | 0% | 0% | Copyable with effort | Yes | Unique and owned |
Automatically instrument new features with flags “Automatically add flags to new features” | capability | Body | 0% | 0% | Copyable with effort | No | Unique and owned |
Define metrics in SQL on your warehouse “Define metrics in SQL on your data warehouse” | capability | Body | 0% | 25% | Copyable with effort | Yes | Unique and owned |
Open source and transparent codebase “Open source and transparent” | quality | Body | 0% | 25% | Copyable with effort | Yes | Unique and owned |
Real-time debugging and developer tooling “Real-time debugging and more dev tools” | capability | Body | 0% | 0% | Anyone could say it | No | Unique for now |
- Customer increased experiment velocity and business metrics“+30% account creation”proofSectionsame claim 75%same territory 100%Anyone could say itCommodityAlso on Statsig, Kameleoon, LaunchDarkly
- One platform combining flags, experiments and analytics“One platform for your team and your agents”capabilitySectionsame claim 75%same territory 100%Copyable with effortCommodityAlso on Statsig, Eppo (now Datadog Experiments), Kameleoon
- Ship AI-generated code safely and fast“Build smarter. Ship safely. Grow at the speed of AI.”outcomeHerosame claim 50%same territory 100%Anyone could say itContestedAlso on Statsig, LaunchDarkly
- Automatic guardrails, rollbacks and safe rollouts“auto-rollbacks and ramp schedules with guardrails”capabilitySectionsame claim 50%same territory 100%Copyable with effortContestedAlso on Eppo (now Datadog Experiments), LaunchDarkly
- Costs less than competing solutions“1/2 The cost of other solutions”outcomeSectionsame claim 50%same territory 50%Anyone could say itContestedAlso on Statsig, Eppo (now Datadog Experiments)
- Massive daily flag evaluation volume“3 billion feature evaluations daily”proofSectionsame claim 50%same territory 50%Hard to copyContestedAlso on Statsig, Eppo (now Datadog Experiments)
- Run rigorous experiments at scale with advanced statistics“built for your teams and agents to run rigorous tests at scale and learn faster”capabilitySectionsame claim 50%same territory 75%Copyable with effortContestedAlso on Statsig, Eppo (now Datadog Experiments)
- Scale to thousands of experiments per year“More experiments”outcomeSectionsame claim 50%same territory 75%Anyone could say itContestedAlso on Statsig, Kameleoon
- Trusted by thousands of companies“Trusted by 3,000+ companies worldwide”proofSectionsame claim 50%same territory 75%Anyone could say itnot a buying criterionContestedAlso on Statsig, Kameleoon
- Governance of metric definitions and workflows org-wide“Set guardrails for consistency & scale”capabilityBodysame claim 50%same territory 100%Copyable with effortContestedAlso on Eppo (now Datadog Experiments), Kameleoon
- Lightweight SDKs, easy integration, low latency“Easy to integrate with ultra lightweight SDKs”qualityBodysame claim 50%same territory 75%Copyable with effortContestedAlso on Statsig, Kameleoon
- Non-technical users self-serve analysis without data team“Enable self-serve data explorations”capabilityBodysame claim 50%same territory 75%Copyable with effortContestedAlso on Eppo (now Datadog Experiments), Kameleoon
- Warehouse-native architecture for experiment data“The warehouse-native platform used by modern product teams for experimentation, feature flags, and product analytics”categoryHerosame claim 25%same territory 25%Copyable with effortContestedAlso on Eppo (now Datadog Experiments)
- AI assistant answers analysis questions“Ask our AI Analyst or explore your data with your agents”capabilitySectionsame claim 25%same territory 75%Anyone could say itnot a buying criterionContestedAlso on Kameleoon
- Built by engineers, developer-friendly and flexible“Built by engineers for engineers to adapt to any workflow or tech stack”qualitySectionsame claim 25%same territory 25%Anyone could say itContestedAlso on LaunchDarkly
- Named enterprise customers use the product“Dropbox uses GrowthBook to safely drive AI product development”proofSectionsame claim 25%same territory 75%Anyone could say itnot a buying criterionContestedAlso on Eppo (now Datadog Experiments)
- Turn product data into growth insights“Turn data into insights for growth”outcomeSectionsame claim 25%same territory 100%Anyone could say itContestedAlso on Statsig
- Agent-accessible via MCP server and APIs“MCP Server and REST API for any AI agent”capabilityBodysame claim 25%same territory 75%Copyable with effortContestedAlso on LaunchDarkly
- Faster results and bigger impactgrouping uncertain“used by modern product teams”segmentHerosame claim 0%same territory 0%Anyone could say itnot a buying criterionUnique for now
- Available as cloud or self-hosted/on-prem“GrowthBook Cloud: Instant updates, low maintenance, and warehouse-native”capabilitySectionsame claim 0%same territory 0%Copyable with effortUnique and owned
- Automatically instrument new features with flags“Automatically add flags to new features”capabilityBodysame claim 0%same territory 0%Copyable with effortnot a buying criterionUnique and owned
- Define metrics in SQL on your warehouse“Define metrics in SQL on your data warehouse”capabilityBodysame claim 0%same territory 25%Copyable with effortUnique and owned
- Open source and transparent codebase“Open source and transparent”qualityBodysame claim 0%same territory 25%Copyable with effortUnique and owned
- Real-time debugging and developer tooling“Real-time debugging and more dev tools”capabilityBodysame claim 0%same territory 0%Anyone could say itnot a buying criterionUnique for now
How this was calculated
Sameness measures how much your claims overlap with the sites compared. It does not measure message quality or whether buyers prefer you.
AI-analyzed: an AI read each page on its own and grouped the claims that say the same thing. No score here was written by a model — every number is computed from those groupings in our own code, with the weights below.
How the score is built
| Category | Weight | Yours | What a high score means |
|---|---|---|---|
Messaging Category framing, who it is for, and the outcome promised | 30% | 54 | The most expensive kind of sameness. A buyer cannot tell what job you do that the others do not. |
Claims Attribute and benefit claims — speed, ease, quality, ROI | 30% | 35 | Every shared claim is a line already read on another tab. Cut the ones nobody owns and spend the space on something they cannot. |
Features Capabilities and functions the page lists | 15% | 63 | Expected in a mature category, and the least alarming of the six. Feature parity is normal; leading with it is the mistake. |
Proof The kinds of evidence offered: customer logos, numbers, testimonials, case studies, badges | 10% | 36 | Same kinds of proof as everyone means the proof stops working as proof. It is scored on the kind of evidence, not on which customers are named. |
Structure Section order, navigation, CTA language and placement | 10% | 35 | The generic SaaS template — hero, logos, three-feature grid, testimonial, CTA. Familiar is not the same as memorable. |
Visual Palette family, imagery style, layout patterns | 5% | 61 | Weighted lowest on purpose: buyers rarely decide on this. Worth knowing, rarely worth fixing first. |
Each site was read on its own first, with no knowledge of the others, so your page gets no benefit of the doubt a competitor’s does not. A category nothing could be measured for drops out and the rest are re-weighted, rather than counted as zero.
What we compared (5 pages read)
What it cannot tell you
The index can find where two pages converge. It cannot say whether a buyer would notice, or which of your reasons to buy actually land. A single check also moves several points between runs, so read the band and the ranking, not the last digit.
Your highest-impact changes
- 1Table stakesYour hero copy says “Build smarter. Ship safely. Grow at the speed of AI.”.
Statsig, Eppo (now Datadog Experiments), Kameleoon and LaunchDarkly all say it too. Buyers may still need it, but shared ground cannot carry your hero — move it lower and give that space to something only you can say.
- 2Table stakesYour section copy says “auto-rollbacks and ramp schedules with guardrails”.
Keep the fact, lose the position: statsig, Eppo (now Datadog Experiments), Kameleoon and LaunchDarkly all say it too, and your section is spending its first impression on the same territory as theirs.
- 3Table stakesYour section copy says “+30% account creation”.
This is the set's common ground — Statsig, Eppo (now Datadog Experiments), Kameleoon and LaunchDarkly all say it too. It will not set you apart wherever it sits, and in the section it costs you the one place a distinctive claim would be read.
- 4Table stakesYour section copy says “One platform for your team and your agents”.
A buyer with three tabs open reads a version of this on every one of them. Say it further down for the readers who need it; the section should carry a claim they will only find here.
- 5Table stakesYour section copy says “Turn data into insights for growth”.
True of you and true of them: Statsig, Eppo (now Datadog Experiments), Kameleoon and LaunchDarkly all say it too. That is why it decides nothing, and why the section is the wrong place to spend it.
- 6Table stakesYour section copy says “built for your teams and agents to run rigorous tests at scale and learn faster”.
In the section: Statsig, Eppo (now Datadog Experiments) and Kameleoon say it too (75% of the set). Buyers may still need it, but shared ground cannot carry your section — move it lower and give that space to something only you can say.
- 7Table stakesYour section copy says “More experiments”.
In the section: True of you and true of them: Statsig, Eppo (now Datadog Experiments) and Kameleoon say it too (75% of the set). That is why it decides nothing, and why the section is the wrong place to spend it.
- 8Table stakesYour section copy says “Trusted by 3,000+ companies worldwide”.
In the section: Keep the fact, lose the position: statsig, Eppo (now Datadog Experiments) and Kameleoon say it too (75% of the set), and your section is spending its first impression on the same territory as theirs.
- 9Surface“Define metrics in SQL on your data warehouse” is yours alone, and buyers weigh it.
Nobody in the set says this. It sits in body copy, where few readers reach it — worth testing higher up the page; only buyers can tell you whether it lands.
- 10Surface“Open source and transparent” is yours alone, and buyers weigh it.
A claim that is yours alone, filed in body copy. Try it where it will be read before the shared claims are, and let buyers tell you if it moves them.
The only way to know if it matters.
This report can tell you where your messaging overlaps. It cannot tell you whether a buyer would care, or which of your reasons to buy actually land. Put the page in front of real B2B buyers in your target market and ask them.







